{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_12.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "mtcars= pd.read_csv(\"https://gist.githubusercontent.com/seankross/a412dfbd88b3db70b74b/raw/5f23f993cd87c283ce766e7ac6b329ee7cc2e1d1/mtcars.csv\") \n",
    "mtcars['mpg_z']= ((mtcars['mpg'] - mtcars['mpg'].mean()))/mtcars['mpg'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.678685382510707e-16"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_mpg_z = mtcars['mpg_z'].mean()\n",
    "mean_mpg_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\"carb\": 1, \"model\": \"Fiat 128\", \"cyl\": 4}, {\"disp\": 75.7, \"mpg\": 30.4, \"gear\": 4, \"drat\": 4.93, \"qsec\": 18.52, \"am\": 1, \"hp\": 52, \"vs\": 1, \"wt\": 1.615, \"mpg_z\": 1.7105465172254957, \"carb\": 2, \"model\": \"Honda Civic\", \"cyl\": 4}, {\"disp\": 71.1, \"mpg\": 33.9, \"gear\": 4, \"drat\": 4.22, \"qsec\": 19.9, \"am\": 1, \"hp\": 65, \"vs\": 1, \"wt\": 1.835, \"mpg_z\": 2.291271615525755, \"carb\": 1, \"model\": \"Toyota Corolla\", \"cyl\": 4}, {\"disp\": 120.1, \"mpg\": 21.5, \"gear\": 3, \"drat\": 3.7, \"qsec\": 20.01, \"am\": 0, \"hp\": 97, \"vs\": 1, \"wt\": 2.465, \"mpg_z\": 0.23384555297626572, \"carb\": 1, \"model\": \"Toyota Corona\", \"cyl\": 4}, {\"disp\": 318.0, \"mpg\": 15.5, \"gear\": 3, \"drat\": 2.76, \"qsec\": 16.87, \"am\": 0, \"hp\": 150, \"vs\": 0, \"wt\": 3.52, \"mpg_z\": -0.7616831869670355, \"carb\": 2, \"model\": \"Dodge Challenger\", \"cyl\": 8}, {\"disp\": 304.0, \"mpg\": 15.2, \"gear\": 3, \"drat\": 3.15, \"qsec\": 17.3, \"am\": 0, \"hp\": 150, \"vs\": 0, \"wt\": 3.435, \"mpg_z\": -0.8114596239642007, \"carb\": 2, \"model\": \"AMC Javelin\", \"cyl\": 8}, {\"disp\": 350.0, \"mpg\": 13.3, \"gear\": 3, \"drat\": 3.73, \"qsec\": 15.41, \"am\": 0, \"hp\": 245, \"vs\": 0, \"wt\": 3.84, \"mpg_z\": -1.1267103916129124, \"carb\": 4, \"model\": \"Camaro Z28\", \"cyl\": 8}, {\"disp\": 400.0, \"mpg\": 19.2, \"gear\": 3, \"drat\": 3.08, \"qsec\": 17.05, \"am\": 0, \"hp\": 175, \"vs\": 0, \"wt\": 3.845, \"mpg_z\": -0.1477737973353332, \"carb\": 2, \"model\": \"Pontiac Firebird\", \"cyl\": 8}, {\"disp\": 79.0, \"mpg\": 27.3, \"gear\": 4, \"drat\": 4.08, \"qsec\": 18.9, \"am\": 1, \"hp\": 66, \"vs\": 1, \"wt\": 1.935, \"mpg_z\": 1.1961900015881237, \"carb\": 1, \"model\": \"Fiat X1-9\", \"cyl\": 4}, {\"disp\": 120.3, \"mpg\": 26.0, \"gear\": 5, \"drat\": 4.43, \"qsec\": 16.7, \"am\": 1, \"hp\": 91, \"vs\": 0, \"wt\": 2.14, \"mpg_z\": 0.9804921079337416, \"carb\": 2, \"model\": \"Porsche 914-2\", \"cyl\": 4}, {\"disp\": 95.1, \"mpg\": 30.4, \"gear\": 5, \"drat\": 3.77, \"qsec\": 16.9, \"am\": 1, \"hp\": 113, \"vs\": 1, \"wt\": 1.5130000000000001, \"mpg_z\": 1.7105465172254957, \"carb\": 2, \"model\": \"Lotus Europa\", \"cyl\": 4}, {\"disp\": 351.0, \"mpg\": 15.8, \"gear\": 5, \"drat\": 4.22, \"qsec\": 14.5, \"am\": 1, \"hp\": 264, \"vs\": 0, \"wt\": 3.17, \"mpg_z\": -0.7119067499698704, \"carb\": 4, \"model\": \"Ford Pantera L\", \"cyl\": 8}, {\"disp\": 145.0, \"mpg\": 19.7, \"gear\": 5, \"drat\": 3.62, \"qsec\": 15.5, \"am\": 1, \"hp\": 175, \"vs\": 0, \"wt\": 2.77, \"mpg_z\": -0.06481306900672475, \"carb\": 6, \"model\": \"Ferrari Dino\", \"cyl\": 6}, {\"disp\": 301.0, \"mpg\": 15.0, \"gear\": 5, \"drat\": 3.54, \"qsec\": 14.6, \"am\": 1, \"hp\": 335, \"vs\": 0, \"wt\": 3.57, \"mpg_z\": -0.8446439152956439, \"carb\": 8, \"model\": \"Maserati Bora\", \"cyl\": 8}, {\"disp\": 121.0, \"mpg\": 21.4, \"gear\": 4, \"drat\": 4.11, \"qsec\": 18.6, \"am\": 1, \"hp\": 109, \"vs\": 1, \"wt\": 2.78, \"mpg_z\": 0.21725340731054382, \"carb\": 2, \"model\": \"Volvo 142E\", \"cyl\": 4}]}, \"config\": {\"cell\": {\"width\": 500, \"height\": 350}}};\n",
       "var selector = \"#21cdb1cf-e5a1-45d9-8424-e55895151a2b\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#21cdb1cf-e5a1-45d9-8424-e55895151a2b"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#21cdb1cf-e5a1-45d9-8424-e55895151a2b"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "c1 = Chart(mtcars).mark_text(color='black').encode(y=Y('model', sort=SortField(op='mean', order='descending', field='mpg_z')),\n",
    "                                x=X('mpg_z', ), text='mpg_z',\n",
    "                              ).transform_data(\n",
    "   calculate=[Formula('Performance', expr.where(expr.df.mpg_z < mean_mpg_z,'Below average','Above average'))],\n",
    "   \n",
    ").configure_cell(height=100, width=400).configure_scale(bandSize=24).configure(numberFormat=\"0.2f\")\n",
    "\n",
    "c2 = Chart(mtcars).mark_circle(color='black', size=400).encode(y=Y('model', sort=SortField(op='mean', order='descending', field='mpg_z')),\n",
    "                                x=X('mpg_z', ), text='mpg_z',\n",
    "                              color= Color('Performance:N')).transform_data(\n",
    "   calculate=[Formula('Performance', expr.where(expr.df.mpg_z < mean_mpg_z,'Below average','Above average'))],\n",
    "   \n",
    ").configure_cell(height=100, width=400).configure_scale(bandSize=24).configure(numberFormat=\"0.2f\")\n",
    "c = c1+c2\n",
    "c.data = mtcars\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Todo\n",
    "\n",
    "1. Doesn't  the code look overtly complex :("
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
